I was taught that a probit with fixed effects would not be consistent because the estimates of a non-linear model with a link function other than the canonical (in this case the logit) are not sufficient statistics. Among other things, Stata will not allow for a fixed effects probit (or clog-log, as a matter of fact).
Why would the consistency of the fixed effects estimator depend on the link function not being the canonical one?